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Before funding an AI skills coalition, ask who connects learners to work, what employers commit to and how employment outcomes will be checked.
↗02An AI decision needs more than an explanation. Test the route to human review, correction and an accountable response, with local legal differences intact.
↗03Local AI is not automatically offline. Decide which tasks may run on devices, trusted networks or approved cloud services before expanding deployment.
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